{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1242ca87-0240-42e2-b238-1825d350c27f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!pip install tensorflow "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "286aba43-1b54-4c40-9b69-c0da8387037c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "s=[[1],[2,3],[4,5,6]]\n",
    "print(\"填充前序列为\\n\",s)\n",
    "a=tf.keras.preprocessing.sequence.pad_sequence(s,padding='post')\n",
    "print(\"填充后序列为\\n\",s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "233c1f62-7aa1-49d7-98f8-10ea9a3c6908",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "s=[[1,2,3,9],[4,5,6],[7,8]]\n",
    "print(\"剪裁前序列为\\n\",s)\n",
    "a=tf.keras.preprocessing.sequence.pad_sequence(s,maxlen=2)\n",
    "print(\"剪裁后序列为\\n\",s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc543908-d8c0-407a-b1c8-eb5de822be18",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "mmodel=tf.keras.Sequential()\n",
    "embedding=tf.keras.layers.Embedding(output_dim=32,input_dim=100,input_length=400)\n",
    "model.add(embedding)\n",
    "model.summary()\n",
    "print(\"embeddings矩阵=\\n\",embedding.get_weights())\n",
    "text=\"Deep learning is an important concept rasied by the current sciences.\"\n",
    "token=tf.keras.preprocessing.sequence.pad_sequences(input,padding='post',maxlen=400,truncating='post')\n",
    "output_qrray=model.predict(test_seq)\n",
    "print(\"输出矩形形状=\",output_array.shape)"
   ]
  }
 ],
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